Why are there emoji dictionaries and sites like this one?

Because emoji meanings shift fast, vary by platform, differ by country, and most people don't memorize 3,700+ pictographs. Emoji dictionaries give names, variants, meanings, copy-paste, shortcodes, and — critically — the way the same emoji is drawn on every platform. It's a real reference, not just a cute curiosity.